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Langevin Dynamics Sampling on Strongly convex potential

-1Sample ComplexityRMD
-1.240.3823.62Mar 2, 2026
Updated 8mo ago

Evaluation results

MethodLinks
RMDDynamics=ULD, Discretization=RMD, Metric=KL, Dim.-free?=true, Reference=Ours2026.03-1
RMDDynamics=OLD, Discretization=RMD, Metric=KL, Dim.-free?=false, Reference=Altschuler and Chewi (2024b)2026.031
RMDDynamics=ULD, Discretization=RMD, Metric=KL, Dim.-free?=false, Reference=Altschuler et al. (2025)2026.031
LMCDynamics=OLD, Discretization=LMC, Metric=KL, Dim.-free?=false, Reference=Cheng and Bartlett (2018)2026.032
LMCDynamics=OLD, Discretization=LMC, Metric=KL, Dim.-free?=false, Reference=Durmus et al. (2019)2026.032
LMCDynamics=OLD, Discretization=LMC, Metric=KL, Dim.-free?=false, Reference=Altschuler and Chewi (2024b)2026.032
CompositeDynamics=OLD, Discretization=Composite, Metric=KL, Dim.-free?=true, Reference=Freund et al. (2022)2026.032
ULMCDynamics=ULD, Discretization=ULMC, Metric=W2, Dim.-free?=false, Reference=Dalalyan and Riou-Durand (2020)2026.032
LMCDynamics=OLD, Discretization=LMC, Metric=W2, Dim.-free?=false, Reference=Dalalyan (2017a)2026.033
ULMCDynamics=ULD, Discretization=ULMC, Metric=KL, Dim.-free?=false, Reference=Altschuler et al. (2025)2026.033
ULMCDynamics=ULD, Discretization=ULMC, Metric=KL, Dim.-free?=true, Reference=Ours2026.033
PLMCDynamics=OLD, Discretization=PLMC, Metric=W2, Dim.-free?=false, Reference=Srinivasan and Nagaraj (2025)2026.034
RMDDynamics=ULD, Discretization=RMD, Metric=W2, Dim.-free?=false, Reference=Shen and Lee (2019)2026.034
PLMCDynamics=ULD, Discretization=PLMC, Metric=W2, Dim.-free?=false, Reference=Srinivasan and Nagaraj (2025)2026.034
ULMCDynamics=ULD, Discretization=ULMC, Metric=W2, Dim.-free?=false, Reference=Cheng et al. (2018)2026.035
RMDDynamics=ULD, Discretization=RMD, Metric=W2, Dim.-free?=true, Reference=Liu et al. (2023)2026.035